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Notes on using AI in sales and operations

Practical articles on what works in a real team, and what does not.

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CTO Insights

AI Agent Frameworks Compared: What Each One Actually Costs You

An ai agent frameworks comparison from engineers who ship them: what LangGraph, CrewAI and a plain loop each cost you in control, debugging and lock-in.

August 25, 2026Read more
CTO Insights

How to Build an AI Agent for Your Business That Survives Production

How to build an AI agent for your business that reaches production: the architecture, tools, evals, and guardrails our engineers use to ship agents.

August 2, 2026Read more
CTO Insights

Multi-Agent Systems for Business: When One AI Agent Isn't Enough

Multi-agent systems for business coordinate specialized AI agents on complex work. Learn when they beat one agent, where they fail, and how to deploy them.

August 2, 2026Read more
CTO Insights

Build vs Buy AI Agent: The Decision Framework for Growing Companies

Build vs buy AI agent decisions trip up growing companies. Here is a practical framework, real costs, and when to build, buy, or blend the two.

August 1, 2026Read more
CTO Insights

How Much Does an AI Agent Cost to Build and Run?

How much does an AI agent cost? Real 2026 numbers for both build and run: developer cost, LLM tokens, platform fees and maintenance, no guesswork.

August 1, 2026Read more
CTO Insights

AI Agents vs Chatbots: What Actually Runs Your Workflows

AI agents vs chatbots explained by engineers: what actually runs your workflows, why autonomy and tool use matter, and how to pick the right build.

August 1, 2026Read more
CTO Insights

The AI Infrastructure Opportunity in Small Food Businesses

Small food businesses typically operate on margins between 5, 15%, where even minor inefficiencies materially affect profitability.

April 29, 2026Read more
CTO Insights

Is Modernizing Legacy Workflows The Only Way To Avoid A $300k/hour liability?

What a 2010-era monolith costs you in 2026, how to judge whether modernising is the right answer, and the cheaper fixes worth trying first.

January 2, 2026Read more
CTO Insights

AI Long Term Memory: How To Build Persistent Context Without Speed Degradation

Persistent context without speed degradation: why a huge context window is a crutch for poor design, and how to build memory that stays fast.

January 2, 2026Read more

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